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WHY

Does Rudy Yakym's voting align with their donors?

Correlation summary

-80.0%

A strong correlation between donor sector funding and voting alignment, based on 8 sectors with sufficient data.

Peer average
83.7%
Percentile rank
50th

Methodology

Correlation between campaign donor sectors and voting alignment on sector-relevant bills. Bills classified by AI-generated affectedIndustries or policy-area-map fallback. Spearman rank correlation across sectors with 10+ votes.

This analysis shows factual patterns in public data. Campaign contributions are legal and do not indicate wrongdoing. Voting alignment with donor industries is common across all legislators. Correlation does not indicate causation or improper behavior.

Confidence
80%
Data as of
Mar 26, 2026

Sector alignment

  • Lawyers & Lobbyists100.0% aligned
    $35K

    26 bills analyzed

  • Energy/Natural Resources92.1% aligned
    $75K

    76 bills analyzed

  • Finance/Insurance/Real Estate90.6% aligned
    $60K

    32 bills analyzed

  • Construction90.6% aligned
    $0

    32 bills analyzed

  • Ideology/Single-Issue82.6% aligned
    $216K

    23 bills analyzed

  • Agribusiness75.0% aligned
    $0

    12 bills analyzed

  • Health66.7% aligned
    $0

    12 bills analyzed

  • Defense54.5% aligned
    $0

    33 bills analyzed

Campaign finance data from FEC.gov. Voting records from Congress.gov. Full methodology

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